Interactive Map

Darker blue polygons indicate more deforestation in a given district

Static Maps

Social Spending by Department (2016 - 2023)

Education

Health & Sanitation

STATISTICAL MODEL

OLS

Controls Only

  • Model 1: Road Cover (rd_cvr)
  • Model 2: Square Root of Road Cover (sqrt_roads)
  • Model 3: sqrt_roads interacted with Longitude (lon)
  • Model 4: sqrt_roads and Average Elevation (avg_elv)
  • Model 5: sqrt_roads and water
  • Model 6: sqrt_roads and water and avg_elv
##                                  c1               c2                 c3
## Dependent Var.:           ln_loss15        ln_loss15          ln_loss15
##                                                                        
## Constant          9.378*** (0.8852) 8.484*** (1.248)   73.04*** (13.71)
## rd_cvr           3.61e-6. (1.79e-6)                                    
## sqrt_roads                          0.0044. (0.0020) -0.0870** (0.0246)
## lon                                                   0.8489** (0.1856)
## sqrt_roads x lon                                     -0.0012** (0.0003)
## avg_elv                                                                
## water                                                                  
## ________________ __________________ ________________ __________________
## S.E.: Clustered            by: adm1         by: adm1           by: adm1
## Observations                    298              298                298
## R2                          0.15501          0.21374            0.47516
## Adj. R2                     0.15216          0.21108            0.46980
## 
##                                  c4                c5                 c6
## Dependent Var.:           ln_loss15         ln_loss15          ln_loss15
##                                                                         
## Constant          10.03*** (0.5721) 7.092*** (0.9767)  8.611*** (0.3750)
## rd_cvr                                                                  
## sqrt_roads       0.0045*** (0.0008) 0.0043** (0.0011) 0.0045*** (0.0006)
## lon                                                                     
## sqrt_roads x lon                                                        
## avg_elv          -0.0012** (0.0004)                   -0.0009** (0.0002)
## water                               0.0384** (0.0093) 0.0272*** (0.0046)
## ________________ __________________ _________________ __________________
## S.E.: Clustered            by: adm1          by: adm1           by: adm1
## Observations                    298               298                298
## R2                          0.55089           0.54103            0.68878
## Adj. R2                     0.54785           0.53791            0.68561
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Baseline Model

  • Model 1: sqrt_roads interacted with lon + % Without Water Access (water) (greater explanatory power than nm_pvrty)
  • Model 2: sqrt_roads interacted with lon + water + avg_elv
  • Model 3: sqrt_roads interacted with lon + water + avg_elv + Spending Per Capita on Education, Health, and Sanitation (ehss_21)
    • The coefficient on social spending is significant here.
    • Interpretation: “An increase of S/100 in social spending per capita is associated with a ~0.5% decrease in deforestation.”
##                                 m1                 m2                   m3
## Dependent Var.:          ln_loss15          ln_loss15            ln_loss15
##                                                                           
## Constant           46.02** (11.23)     29.30* (9.194)      32.75** (9.572)
## sqrt_roads        -0.0517 (0.0294)   -0.0301 (0.0240)     -0.0348 (0.0230)
## lon              0.5072** (0.1490)   0.2727. (0.1215)     0.3153* (0.1265)
## water            0.0284** (0.0063) 0.0236*** (0.0035)   0.0245*** (0.0034)
## sqrt_roads x lon -0.0007. (0.0004)   -0.0005 (0.0003)     -0.0005 (0.0003)
## avg_elv                            -0.0008** (0.0002)   -0.0008** (0.0002)
## ehss_21                                               -3.71e-5** (1.09e-5)
## ________________ _________________ __________________ ____________________
## S.E.: Clustered           by: adm1           by: adm1             by: adm1
## Observations                   298                298                  298
## R2                         0.60995            0.70429              0.71643
## Adj. R2                    0.60462            0.69922              0.71058
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Fixed Effects Model

  • Adding fixed effects makes the coefficient on social expenditures insignificant.
##                                fe1                fe2                fe3
## Dependent Var.:          ln_loss15          ln_loss15          ln_loss15
##                                                                         
## sqrt_roads      0.0040*** (0.0004) 0.0040*** (0.0004) 0.0041*** (0.0004)
## water            0.0238** (0.0057)  0.0240** (0.0057)                   
## ehss_21                             -1.92e-5 (1.3e-5) -9.98e-6 (1.28e-5)
## nm_pvrt                                               0.0306*** (0.0035)
## avg_elv                                                                 
## Fixed-Effects:  ------------------ ------------------ ------------------
## adm1                           Yes                Yes                Yes
## _______________ __________________ __________________ __________________
## S.E.: Clustered           by: adm1           by: adm1           by: adm1
## Observations                   298                298                298
## R2                         0.76465            0.76771            0.77766
## Within R2                  0.39839            0.40621            0.43163
## 
##                                fe4                fe5
## Dependent Var.:          ln_loss15          ln_loss15
##                                                      
## sqrt_roads      0.0038*** (0.0004) 0.0039*** (0.0005)
## water                               0.0220** (0.0053)
## ehss_21         -1.63e-5 (1.46e-5)                   
## nm_pvrt                                              
## avg_elv                              -0.0003 (0.0003)
## Fixed-Effects:  ------------------ ------------------
## adm1                           Yes                Yes
## _______________ __________________ __________________
## S.E.: Clustered           by: adm1           by: adm1
## Observations                   298                298
## R2                         0.70299            0.77195
## Within R2                  0.24076            0.41705
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Summary Tables

Department Level Summary
Department n EHS Spend PC Baseline Forest Cover Area Deforested % Deforested Avg. Elevation NM Poverty %
AMAZONAS 84 4,904 156,940 1,648 1 2,124 42
CUSCO 14 7,868 854,288 14,510 2 2,178 43
HUANUCO 21 5,758 856,949 49,052 14 2,058 56
JUNIN 13 2,523 754,079 24,590 9 2,264 63
LORETO 53 7,781 7,635,146 96,412 3 168 70
MADRE DE DIOS 11 7,109 9,406,404 227,942 5 361 48
PASCO 8 4,781 1,172,530 42,092 5 1,745 50
SAN MARTIN 77 3,451 207,645 30,294 13 661 52
UCAYALI 17 4,440 3,843,002 278,323 23 307 64
Districts
District Province Department EHS Spend PC Tree Cover in 2015 Area Lost Since 2015 % Lost Since 2015 Road Area Protected Area Max Elev. NM Poverty (%) No Water Access (%)
CHACHAPOYAS CHACHAPOYAS AMAZONAS 34,596 194,731 1,106 0.6 145,501 0 3,400 12 9
ASUNCION CHACHAPOYAS AMAZONAS 14,268 43,080 454 1.1 20,179 0 3,450 73 1
BALSAS CHACHAPOYAS AMAZONAS 1,024 408,041 531 0.1 104,507 0 4,300 38 30
CHETO CHACHAPOYAS AMAZONAS 11,755 86,387 1,740 2.0 25,672 0 3,500 27 12
CHILIQUIN CHACHAPOYAS AMAZONAS 4,366 175,485 3,122 1.8 20,127 0 3,600 59 20
CHUQUIBAMBA CHACHAPOYAS AMAZONAS 4,965 236,343 817 0.3 77,609 0 4,200 36 25
GRANADA CHACHAPOYAS AMAZONAS 7,907 221,437 395 0.2 8,280 17,289 3,950 36 3
HUANCAS CHACHAPOYAS AMAZONAS 1,089 59,670 392 0.7 22,038 0 2,700 16 7
LA JALCA CHACHAPOYAS AMAZONAS 234 154,824 1,743 1.1 91,975 0 3,700 39 5
LEIMEBAMBA CHACHAPOYAS AMAZONAS 1,930 489,535 651 0.1 60,633 0 4,300 30 14
LEVANTO CHACHAPOYAS AMAZONAS 1,475 94,985 1,118 1.2 29,929 0 3,450 31 4
MAGDALENA CHACHAPOYAS AMAZONAS 5,533 167,751 2,623 1.6 71,093 0 3,500 22 12
MARISCAL CASTILLA CHACHAPOYAS AMAZONAS 3,768 100,755 852 0.8 46,015 0 3,800 26 2
MOLINOPAMPA CHACHAPOYAS AMAZONAS 4,188 417,124 5,292 1.3 89,212 0 3,700 38 12
MONTEVIDEO CHACHAPOYAS AMAZONAS 1,632 159,056 503 0.3 27,436 0 3,800 21 2
OLLEROS CHACHAPOYAS AMAZONAS 14,326 137,021 496 0.4 26,675 22,007 4,000 84 20
QUINJALCA CHACHAPOYAS AMAZONAS 15,882 105,128 503 0.5 55,807 0 3,600 85 59
SAN FRANCISCO DE DAGUAS CHACHAPOYAS AMAZONAS 10,788 51,582 133 0.3 56,014 0 2,950 25 25
SAN ISIDRO DE MAINO CHACHAPOYAS AMAZONAS 12,017 135,920 1,361 1.0 31,709 0 3,500 30 2
SOLOCO CHACHAPOYAS AMAZONAS 2,553 95,420 902 0.9 17,739 0 3,450 33 6
SONCHE CHACHAPOYAS AMAZONAS 5,254 153,429 718 0.5 31,040 0 2,850 67 8
BAGUA BAGUA AMAZONAS 10,047 166,880 1,381 0.8 136,679 0 1,550 25 5
ARAMANGO BAGUA AMAZONAS 1,049 918,758 29,431 3.2 144,775 16,858 3,450 63 28
COPALLIN BAGUA AMAZONAS 506 124,656 1,766 1.4 52,986 0 3,350 45 18
EL PARCO BAGUA AMAZONAS 10,134 22,654 281 1.2 22,030 0 950 60 3
IMAZA BAGUA AMAZONAS 6,287 5,619,413 150,505 2.7 115,163 62,711 3,350 88 54
LA PECA BAGUA AMAZONAS 4,772 168,377 3,709 2.2 99,268 0 2,350 42 9
JUMBILLA BONGARA AMAZONAS 2,046 199,153 1,586 0.8 8,552 0 3,450 23 13
CHISQUILLA BONGARA AMAZONAS 4,928 207,328 1,054 0.5 7,118 15,703 3,700 60 8
CHURUJA BONGARA AMAZONAS 1,702 36,786 1,232 3.3 7,546 0 2,800 36 6
COROSHA BONGARA AMAZONAS 11,154 80,551 1,319 1.6 12,269 1,701 3,050 84 12
CUISPES BONGARA AMAZONAS 471 120,677 1,015 0.8 28,438 0 3,150 41 8
FLORIDA BONGARA AMAZONAS 5,072 242,772 6,551 2.7 84,348 0 3,550 51 14
JAZAN BONGARA AMAZONAS 1,136 91,116 1,696 1.9 33,709 0 3,050 25 12
RECTA BONGARA AMAZONAS 5,509 33,338 497 1.5 6,572 0 3,350 64 19
SAN CARLOS BONGARA AMAZONAS 551 143,960 724 0.5 5,746 0 3,350 50 26
SHIPASBAMBA BONGARA AMAZONAS 856 151,886 2,957 1.9 32,982 0 3,550 48 17
VALERA BONGARA AMAZONAS 2,155 98,983 1,080 1.1 25,419 0 3,050 31 4
YAMBRASBAMBA BONGARA AMAZONAS 2,485 2,093,308 28,075 1.3 101,755 32,328 3,400 67 18
NIEVA CONDORCANQUI AMAZONAS 17,083 4,749,085 326,419 6.9 179,570 0 2,600 86 63
EL CENEPA CONDORCANQUI AMAZONAS 8,424 7,133,875 85,929 1.2 6,535 188,649 2,700 91 69
RIO SANTIAGO CONDORCANQUI AMAZONAS 7,492 10,294,755 102,319 1.0 2,713 404,299 2,350 94 73
LAMUD LUYA AMAZONAS 8,497 94,986 123 0.1 49,195 0 3,050 12 5
CAMPORREDONDO LUYA AMAZONAS 3,116 268,627 5,016 1.9 85,639 0 3,550 27 6
COCABAMBA LUYA AMAZONAS 7,942 436,480 1,781 0.4 47,845 0 3,700 28 67
COLCAMAR LUYA AMAZONAS 11,307 137,459 510 0.4 49,730 0 3,600 15 2
CONILA LUYA AMAZONAS 4,447 314,356 1,693 0.5 1,461 0 3,650 17 4
INGUILPATA LUYA AMAZONAS 4,203 148,139 2,022 1.4 38,110 0 3,500 20 8
LONGUITA LUYA AMAZONAS 7,441 70,553 1,168 1.7 21,938 0 3,850 18 21
LONYA CHICO LUYA AMAZONAS 9,325 88,034 983 1.1 56,989 0 3,550 34 5
LUYA LUYA AMAZONAS 1,260 107,220 469 0.4 87,979 0 3,150 15 3
LUYA VIEJO LUYA AMAZONAS 14,177 82,691 1,602 1.9 16,276 0 3,200 21 2
MARIA LUYA AMAZONAS 6,185 108,922 609 0.6 27,651 0 3,800 21 12
OCALLI LUYA AMAZONAS 3,233 213,906 4,044 1.9 49,902 0 3,650 19 9
OCUMAL LUYA AMAZONAS 8,704 450,074 5,997 1.3 125,185 0 3,600 27 15
PISUQUIA LUYA AMAZONAS 3,790 356,234 6,161 1.7 52,643 0 3,850 24 18
PROVIDENCIA LUYA AMAZONAS 358 145,806 1,165 0.8 14,349 0 3,200 25 7
SAN CRISTOBAL LUYA AMAZONAS 765 45,484 252 0.6 21,886 0 3,250 27 2
SAN FRANCISCO DEL YESO LUYA AMAZONAS 9,172 227,425 1,951 0.9 54,091 0 3,700 32 11
SAN JERONIMO LUYA AMAZONAS 6,715 246,611 4,503 1.8 85,614 0 3,600 34 20
SAN JUAN DE LOPECANCHA LUYA AMAZONAS 19,102 107,130 437 0.4 53,250 0 3,500 67 7
SANTA CATALINA LUYA AMAZONAS 18,273 195,600 4,072 2.1 35,906 0 3,600 44 5
SANTO TOMAS LUYA AMAZONAS 8,578 110,955 1,049 0.9 40,818 0 3,700 55 8
TINGO LUYA AMAZONAS 1,478 137,536 1,340 1.0 69,189 0 3,600 27 8
TRITA LUYA AMAZONAS 4,910 17,988 121 0.7 11,573 0 3,200 15 1
SAN NICOLAS RODRIGUEZ DE MENDOZA AMAZONAS 14,522 126,542 1,971 1.6 25,669 0 3,450 17 4
CHIRIMOTO RODRIGUEZ DE MENDOZA AMAZONAS 1,783 174,760 6,168 3.5 34,760 0 2,600 71 70
COCHAMAL RODRIGUEZ DE MENDOZA AMAZONAS 4,437 215,300 7,579 3.5 37,589 0 3,500 41 2
HUAMBO RODRIGUEZ DE MENDOZA AMAZONAS 6,374 91,613 2,380 2.6 50,373 0 2,400 55 5
LIMABAMBA RODRIGUEZ DE MENDOZA AMAZONAS 788 709,561 25,535 3.6 75,720 0 3,800 59 16
LONGAR RODRIGUEZ DE MENDOZA AMAZONAS 2,294 99,362 2,525 2.5 20,531 0 3,400 39 1
MARISCAL BENAVIDES RODRIGUEZ DE MENDOZA AMAZONAS 2,886 242,392 6,534 2.7 22,097 0 3,450 22 2
MILPUC RODRIGUEZ DE MENDOZA AMAZONAS 1,207 50,171 1,047 2.1 28,384 0 2,150 39 9
OMIA RODRIGUEZ DE MENDOZA AMAZONAS 2,825 268,865 6,040 2.2 36,967 0 3,150 70 36
SANTA ROSA RODRIGUEZ DE MENDOZA AMAZONAS 2,746 23,836 598 2.5 5,765 0 2,300 51 2
TOTORA RODRIGUEZ DE MENDOZA AMAZONAS 702 23,100 560 2.4 12,212 0 2,300 24 0
VISTA ALEGRE RODRIGUEZ DE MENDOZA AMAZONAS 9,129 985,144 28,229 2.9 21,241 53,374 3,800 87 73
BAGUA GRANDE UTCUBAMBA AMAZONAS 8,654 885,659 11,099 1.3 448,687 0 2,950 33 13
CAJARURO UTCUBAMBA AMAZONAS 4,898 2,267,034 19,844 0.9 362,038 173,779 3,600 47 13
CUMBA UTCUBAMBA AMAZONAS 3,768 370,118 4,221 1.1 166,143 0 2,750 55 16
EL MILAGRO UTCUBAMBA AMAZONAS 3,214 390,024 1,895 0.5 229,904 0 1,950 40 38
JAMALCA UTCUBAMBA AMAZONAS 10,510 410,060 12,005 2.9 195,395 0 3,600 50 44
LONYA GRANDE UTCUBAMBA AMAZONAS 5,079 451,309 7,277 1.6 159,835 0 3,600 32 16
YAMON UTCUBAMBA AMAZONAS 10,279 166,251 2,476 1.5 79,514 0 2,900 63 47
SANTA ANA LA CONVENCION CUSCO 16,216 514,420 3,742 0.7 365,911 0 4,250 16 14
ECHARATE LA CONVENCION CUSCO 9,636 9,618,716 177,471 1.8 2,082,315 995,535 4,600 54 55
HUAYOPATA LA CONVENCION CUSCO 2,370 697,337 3,981 0.6 251,775 8,972 5,650 26 8
MARANURA LA CONVENCION CUSCO 4,795 216,823 1,219 0.6 138,665 0 4,300 22 38
OCOBAMBA LA CONVENCION CUSCO 7,417 1,119,728 9,378 0.8 276,388 0 5,400 32 61
QUELLOUNO LA CONVENCION CUSCO 8,892 2,438,084 54,340 2.2 1,156,840 35,492 4,050 49 43
KIMBIRI LA CONVENCION CUSCO 15,437 663,472 24,791 3.7 309,067 52,092 4,150 63 7
SANTA TERESA LA CONVENCION CUSCO 4,623 1,747,053 8,651 0.5 304,831 39,014 6,250 32 12
VILCABAMBA LA CONVENCION CUSCO 6,235 3,071,574 34,101 1.1 584,809 0 5,700 47 35
PICHARI LA CONVENCION CUSCO 9,438 569,969 43,725 7.7 331,851 94,324 4,000 56 5
INKAWASI LA CONVENCION CUSCO 5,752 1,011,238 8,533 0.8 202,661 0 5,600 24 21
VILLA VIRGEN LA CONVENCION CUSCO 8,318 571,022 8,193 1.4 61,852 0 4,350 60 23
VILLA KINTIARINA LA CONVENCION CUSCO 5,477 229,674 19,643 8.6 114,929 0 3,300 76 35
MEGANTONI LA CONVENCION CUSCO 39,366 13,756,038 188,336 1.4 285,019 696,990 2,350 47 55
RUPA-RUPA LEONCIO PRADO HUANUCO 17,471 227,408 33,902 14.9 110,561 0 1,800 32 18
DANIEL ALOMIA ROBLES LEONCIO PRADO HUANUCO 5,272 592,781 46,611 7.9 95,906 0 3,050 72 95
HERMILIO VALDIZAN LEONCIO PRADO HUANUCO 7,108 298,435 30,587 10.2 136,016 0 2,250 67 50
JOSE CRESPO Y CASTILLO LEONCIO PRADO HUANUCO 2,229 1,685,643 114,467 6.8 223,308 117,741 3,200 44 36
LUYANDO LEONCIO PRADO HUANUCO 5,151 109,884 20,301 18.5 96,386 0 1,500 47 48
MARIANO DAMASO BERAUN LEONCIO PRADO HUANUCO 2,789 813,517 59,219 7.3 186,288 32,115 3,500 63 56
PUCAYACU LEONCIO PRADO HUANUCO 494 883,999 41,200 4.7 98,414 154,257 2,550 71 75
CASTILLO GRANDE LEONCIO PRADO HUANUCO 940 96,984 16,330 16.8 43,852 0 1,450 30 34
PUEBLO NUEVO LEONCIO PRADO HUANUCO 1,065 309,193 38,049 12.3 111,999 0 2,300 57 49
SANTO DOMINGO DE ANDA LEONCIO PRADO HUANUCO 635 299,721 33,726 11.3 79,172 11,914 2,300 66 77
CHOLON MARAÑON HUANUCO 12,656 2,577,055 76,557 3.0 255,633 0 4,750 64 70
LA MORADA MARAÑON HUANUCO 2,745 951,201 87,896 9.2 122,414 0 3,450 67 29
SANTA ROSA DE ALTO YANAJANCA MARAÑON HUANUCO 2,802 1,198,558 54,291 4.5 63,565 0 4,450 74 86
PANAO PACHITEA HUANUCO 9,973 2,050,390 22,201 1.1 466,504 0 5,000 55 60
CHAGLLA PACHITEA HUANUCO 10,708 1,244,256 49,052 3.9 262,265 0 4,000 44 33
MOLINO PACHITEA HUANUCO 9,850 310,172 865 0.3 217,138 0 4,600 47 31
PUERTO INCA PUERTO INCA HUANUCO 12,182 1,570,361 452,568 28.8 371,596 89,099 2,100 48 83
CODO DEL POZUZO PUERTO INCA HUANUCO 5,960 2,787,776 407,224 14.6 419,317 0 3,950 61 69
HONORIA PUERTO INCA HUANUCO 7,853 501,988 196,940 39.2 209,391 30,376 200 61 65
TOURNAVISTA PUERTO INCA HUANUCO 5,758 856,949 368,466 43.0 194,258 68,420 1,500 54 70
YUYAPICHIS PUERTO INCA HUANUCO 9,904 977,313 374,824 38.4 372,540 69,673 2,350 52 80
CHANCHAMAYO CHANCHAMAYO JUNIN 18,214 914,347 24,590 2.7 525,660 103,672 4,500 32 15
PERENE CHANCHAMAYO JUNIN 1,439 1,623,510 148,257 9.1 1,592,143 54,813 4,150 47 34
PICHANAQUI CHANCHAMAYO JUNIN 11,949 1,215,490 173,517 14.3 966,592 97,349 4,300 55 46
SAN LUIS DE SHUARO CHANCHAMAYO JUNIN 575 218,110 16,345 7.5 196,594 0 2,500 61 47
SAN RAMON CHANCHAMAYO JUNIN 1,716 778,367 20,098 2.6 400,715 35,713 4,750 31 17
VITOC CHANCHAMAYO JUNIN 5,159 498,056 6,866 1.4 90,087 68,252 4,350 48 39
SATIPO SATIPO JUNIN 19,315 754,079 124,919 16.6 470,672 0 2,750 48 35
COVIRIALI SATIPO JUNIN 1,527 97,587 14,837 15.2 54,623 0 1,750 79 98
LLAYLLA SATIPO JUNIN 2,067 354,946 17,167 4.8 112,299 0 4,350 89 44
PAMPA HERMOSA SATIPO JUNIN 2,905 1,208,225 16,466 1.4 170,296 56,913 4,900 74 55
RIO NEGRO SATIPO JUNIN 2,523 388,948 99,728 25.6 410,113 0 1,900 80 51
RIO TAMBO SATIPO JUNIN 10,912 12,259,406 484,776 4.0 915,733 1,108,124 4,150 91 89
VIZCATÁN DEL ENE SATIPO JUNIN 740 596,234 89,663 15.0 143,041 0 3,500 89 80
IQUITOS MAYNAS LORETO 20,282 381,457 29,104 7.6 61,921 85,144 150 21 6
ALTO NANAY MAYNAS LORETO 5,743 18,876,942 28,016 0.1 5,407 222,730 250 80 89
FERNANDO LORES MAYNAS LORETO 3,779 5,549,429 120,986 2.2 146,240 0 250 78 60
INDIANA MAYNAS LORETO 7,219 4,213,290 62,525 1.5 14,133 0 150 65 49
LAS AMAZONAS MAYNAS LORETO 5,995 8,534,980 97,412 1.1 6,945 0 175 74 88
MAZAN MAYNAS LORETO 2,900 12,789,775 104,658 0.8 47,198 0 250 79 70
NAPO MAYNAS LORETO 4,106 31,072,015 137,711 0.4 75,475 180,908 300 84 89
PUNCHANA MAYNAS LORETO 9,074 1,858,946 59,785 3.2 83,897 0 150 40 29
TORRES CAUSANA MAYNAS LORETO 6,896 8,874,864 58,506 0.7 2,035 159,815 250 92 91
BELEN MAYNAS LORETO 2,730 728,160 43,501 6.0 35,059 0 NA 47 18
SAN JUAN BAUTISTA MAYNAS LORETO 2,626 3,712,895 115,581 3.1 399,683 148,747 200 50 30
YURIMAGUAS ALTO AMAZONAS LORETO 11,652 1,304,245 337,953 25.9 431,673 0 250 54 31
BALSAPUERTO ALTO AMAZONAS LORETO 7,555 3,158,226 234,144 7.4 52,495 0 2,200 96 95
JEBEROS ALTO AMAZONAS LORETO 9,377 5,421,138 75,147 1.4 75,354 0 250 87 100
LAGUNAS ALTO AMAZONAS LORETO 5,536 7,635,146 96,412 1.3 62,268 76,702 200 82 88
SANTA CRUZ ALTO AMAZONAS LORETO 12,606 2,741,248 101,156 3.7 11,689 42,829 200 86 92
TENIENTE CESAR LOPEZ ROJAS ALTO AMAZONAS LORETO 8,829 1,264,639 165,842 13.1 116,285 0 200 87 76
NAUTA LORETO LORETO 15,931 8,465,636 125,547 1.5 89,718 282,194 200 66 71
PARINARI LORETO LORETO 10,762 17,082,700 50,063 0.3 6,097 539,166 200 55 85
TIGRE LORETO LORETO 14,231 25,922,812 103,870 0.4 188,469 505,774 300 70 61
TROMPETEROS LORETO LORETO 15,804 16,126,634 95,114 0.6 395,086 0 300 77 62
URARINAS LORETO LORETO 7,095 20,275,620 116,657 0.6 37,953 268,458 200 74 89
RAMON CASTILLA MARISCAL RAMON CASTILLA LORETO 10,561 8,380,298 191,107 2.3 48,994 51,839 200 63 72
PEBAS MARISCAL RAMON CASTILLA LORETO 6,814 14,066,768 207,339 1.5 11,234 48,907 200 69 73
YAVARI MARISCAL RAMON CASTILLA LORETO 11,710 18,167,341 187,913 1.0 10,571 0 250 50 80
SAN PABLO MARISCAL RAMON CASTILLA LORETO 4,213 5,886,108 226,744 3.9 30,180 680 175 67 80
REQUENA REQUENA LORETO 13,871 3,781,328 69,525 1.8 1,211 288,638 200 67 71
ALTO TAPICHE REQUENA LORETO 6,893 11,741,104 33,865 0.3 0 435,871 650 87 86
CAPELO REQUENA LORETO 4,430 1,003,641 11,794 1.2 1,683 0 100 56 37
EMILIO SAN MARTIN REQUENA LORETO 4,397 5,877,050 64,369 1.1 14,706 57,644 400 73 91
MAQUIA REQUENA LORETO 4,017 6,063,874 137,557 2.3 27,586 291,286 750 73 90
PUINAHUA REQUENA LORETO 6,487 7,984,690 57,521 0.7 2,153 501,017 150 59 79
SAQUENA REQUENA LORETO 8,809 3,307,628 25,981 0.8 37,163 101,365 200 50 67
SOPLIN REQUENA LORETO 34,261 6,114,707 8,590 0.1 0 484,299 600 71 76
TAPICHE REQUENA LORETO 23,739 2,693,569 9,314 0.3 0 0 200 72 51
JENARO HERRERA REQUENA LORETO 5,795 1,424,672 31,279 2.2 21,528 143,994 200 76 98
YAQUERANA REQUENA LORETO 14,513 14,293,800 45,971 0.3 50,199 966,639 500 64 93
CONTAMANA UCAYALI LORETO 14,064 13,388,712 399,312 3.0 163,920 543,430 2,300 57 50
INAHUAYA UCAYALI LORETO 18,467 728,573 27,706 3.8 36,673 0 600 67 38
PADRE MARQUEZ UCAYALI LORETO 10,906 2,684,301 211,343 7.9 71,978 19,194 450 62 35
PAMPA HERMOSA UCAYALI LORETO 6,619 9,026,962 187,250 2.1 128,150 489,609 1,800 74 33
SARAYACU UCAYALI LORETO 4,521 7,585,313 268,589 3.5 149,855 289,536 1,650 61 93
VARGAS GUERRA UCAYALI LORETO 7,426 2,131,930 101,593 4.8 110,302 87,117 1,600 59 46
BARRANCA DATEM DEL MARAÑON LORETO 26,739 9,371,298 96,292 1.0 33,161 62,635 2,200 71 94
CAHUAPANAS DATEM DEL MARAÑON LORETO 7,781 5,942,139 102,569 1.7 0 0 1,750 99 100
MANSERICHE DATEM DEL MARAÑON LORETO 7,508 4,364,552 124,310 2.8 84,343 0 1,700 74 81
MORONA DATEM DEL MARAÑON LORETO 9,883 14,174,302 88,490 0.6 0 0 1,350 83 83
PASTAZA DATEM DEL MARAÑON LORETO 15,025 11,632,947 86,912 0.7 10,743 0 250 73 93
ANDOAS DATEM DEL MARAÑON LORETO 7,702 15,123,766 107,133 0.7 122,254 0 300 96 71
PUTUMAYO PUTUMAYO LORETO 18,387 14,338,776 19,102 0.1 45,264 13,047 200 54 95
ROSA PANDURO PUTUMAYO LORETO 22,652 9,285,616 19,529 0.2 0 14,694 250 73 100
TENIENTE MANUEL CLAVERO PUTUMAYO LORETO 5,088 12,281,509 103,435 0.8 0 1,012,405 250 78 89
YAGUAS PUTUMAYO LORETO 18,154 23,321,443 20,927 0.1 0 531,139 200 66 100
TAMBOPATA TAMBOPATA MADRE DE DIOS 8,850 26,710,251 238,908 0.9 470,933 1,430,409 650 26 12
INAMBARI TAMBOPATA MADRE DE DIOS 6,645 5,140,654 610,518 11.9 271,525 439,385 2,450 44 49
LAS PIEDRAS TAMBOPATA MADRE DE DIOS 1,701 9,406,404 279,908 3.0 613,267 0 480 40 36
LABERINTO TAMBOPATA MADRE DE DIOS 5,669 3,046,344 219,300 7.2 166,042 0 400 49 21
MANU MANU MADRE DE DIOS 7,109 11,383,481 46,199 0.4 70,471 670,483 5,419 50 24
FITZCARRALD MANU MADRE DE DIOS 7,837 14,010,897 35,656 0.3 56,973 1,198,399 3,912 82 56
MADRE DE DIOS MANU MADRE DE DIOS 4,978 9,673,741 333,004 3.4 134,187 460,495 2,950 62 62
HUEPETUHE MANU MADRE DE DIOS 3,841 1,734,084 109,432 6.3 99,580 139,040 1,250 62 36
IÑAPARI TAHUAMANU MADRE DE DIOS 8,205 17,936,373 146,912 0.8 232,896 853,266 600 30 47
IBERIA TAHUAMANU MADRE DE DIOS 7,450 2,792,667 282,058 10.1 190,389 0 400 35 35
TAHUAMANU TAHUAMANU MADRE DE DIOS 7,252 4,180,022 227,942 5.5 310,318 0 450 45 24
OXAPAMPA OXAPAMPA PASCO 25,111 477,578 21,176 4.4 202,616 50,479 3,500 25 10
CHONTABAMBA OXAPAMPA PASCO 4,793 535,490 16,978 3.2 208,844 0 4,000 25 11
HUANCABAMBA OXAPAMPA PASCO 2,857 1,374,761 38,540 2.8 302,004 121,059 4,300 42 49
PALCAZU OXAPAMPA PASCO 6,373 2,946,015 210,096 7.1 364,192 530,419 3,600 56 60
POZUZO OXAPAMPA PASCO 3,202 883,325 22,585 2.6 191,714 62,876 3,300 64 55
PUERTO BERMUDEZ OXAPAMPA PASCO 4,769 8,892,143 427,305 4.8 524,498 672,892 2,100 76 66
VILLA RICA OXAPAMPA PASCO 8,995 970,298 45,643 4.7 419,716 119,483 3,000 40 20
CONSTITUCION OXAPAMPA PASCO 2,883 3,128,961 233,327 7.5 227,225 253,470 2,400 71 96
MOYOBAMBA MOYOBAMBA SAN MARTIN 7,390 2,332,168 208,954 9.0 581,933 132,402 2,200 38 15
CALZADA MOYOBAMBA SAN MARTIN 5,674 95,869 21,542 22.5 73,517 0 1,450 35 13
HABANA MOYOBAMBA SAN MARTIN 10,144 55,908 11,787 21.1 61,837 0 850 38 6
JEPELACIO MOYOBAMBA SAN MARTIN 5,837 334,683 44,109 13.2 217,498 0 2,000 58 21
SORITOR MOYOBAMBA SAN MARTIN 5,376 552,453 52,613 9.5 206,235 0 2,550 48 16
YANTALO MOYOBAMBA SAN MARTIN 6,053 58,971 9,497 16.1 37,286 0 1,450 45 8
BELLAVISTA BELLAVISTA SAN MARTIN 20,045 222,514 30,294 13.6 165,268 0 1,150 37 21
ALTO BIAVO BELLAVISTA SAN MARTIN 4,554 6,921,267 252,716 3.7 203,490 461,537 2,300 80 73
BAJO BIAVO BELLAVISTA SAN MARTIN 3,451 599,587 176,301 29.4 309,616 8,091 1,850 80 73
HUALLAGA BELLAVISTA SAN MARTIN 7,946 95,668 35,453 37.1 62,571 0 1,050 76 50
SAN PABLO BELLAVISTA SAN MARTIN 2,588 222,010 52,561 23.7 151,907 0 1,350 63 30
SAN RAFAEL BELLAVISTA SAN MARTIN 2,817 100,447 10,650 10.6 116,651 0 250 47 10
SAN JOSE DE SISA EL DORADO SAN MARTIN 4,627 219,135 39,845 18.2 128,403 0 1,800 41 22
AGUA BLANCA EL DORADO SAN MARTIN 2,568 115,308 21,832 18.9 54,218 0 1,350 47 23
SAN MARTIN EL DORADO SAN MARTIN 1,973 370,425 48,969 13.2 93,946 0 2,250 71 24
SANTA ROSA EL DORADO SAN MARTIN 4,716 178,081 36,696 20.6 113,647 0 1,350 66 15
SHATOJA EL DORADO SAN MARTIN 6,170 47,350 7,783 16.4 27,907 0 1,650 42 11
SAPOSOA HUALLAGA SAN MARTIN 3,903 422,730 64,455 15.2 149,388 0 1,900 47 18
ALTO SAPOSOA HUALLAGA SAN MARTIN 4,286 1,411,691 94,376 6.7 58,393 0 3,100 80 21
EL ESLABON HUALLAGA SAN MARTIN 3,974 105,873 15,877 15.0 60,020 0 1,050 48 24
PISCOYACU HUALLAGA SAN MARTIN 2,237 114,998 28,939 25.2 113,621 0 1,150 68 26
SACANCHE HUALLAGA SAN MARTIN 1,020 133,205 19,224 14.4 85,199 0 1,100 56 37
TINGO DE SAPOSOA HUALLAGA SAN MARTIN 6,105 37,950 5,098 13.4 28,147 0 700 27 4
LAMAS LAMAS SAN MARTIN 5,997 117,001 16,748 14.3 129,256 0 1,300 28 5
ALONSO DE ALVARADO LAMAS SAN MARTIN 2,636 256,049 30,607 12.0 109,329 0 2,150 70 24
BARRANQUITA LAMAS SAN MARTIN 4,301 754,775 157,883 20.9 107,361 0 1,600 66 96
CAYNARACHI LAMAS SAN MARTIN 1,674 1,104,248 129,294 11.7 235,222 0 1,500 60 55
CUÑUMBUQUI LAMAS SAN MARTIN 4,327 183,069 11,701 6.4 85,575 0 1,350 52 32
PINTO RECODO LAMAS SAN MARTIN 657 566,479 41,959 7.4 86,971 0 1,950 70 25
RUMISAPA LAMAS SAN MARTIN 4,798 28,738 4,672 16.3 55,063 0 900 44 5
SAN ROQUE DE CUMBAZA LAMAS SAN MARTIN 488 790,333 14,883 1.9 17,904 0 1,900 50 9
SHANAO LAMAS SAN MARTIN 2,897 24,129 2,500 10.4 35,999 0 800 52 28
TABALOSOS LAMAS SAN MARTIN 2,138 266,446 42,263 15.9 113,484 0 1,750 52 14
ZAPATERO LAMAS SAN MARTIN 1,535 165,826 16,781 10.1 73,714 0 1,550 56 9
JUANJUI MARISCAL CACERES SAN MARTIN 3,871 313,573 61,977 19.8 173,298 0 1,250 36 6
CAMPANILLA MARISCAL CACERES SAN MARTIN 2,842 1,973,948 125,609 6.4 115,025 46,134 2,800 71 51
HUICUNGO MARISCAL CACERES SAN MARTIN 1,835 12,118,169 163,415 1.3 121,787 320,404 4,650 60 32
PACHIZA MARISCAL CACERES SAN MARTIN 414 2,031,226 98,850 4.9 69,524 0 2,600 74 58
PAJARILLO MARISCAL CACERES SAN MARTIN 2,239 207,645 71,232 34.3 177,823 0 1,050 71 41
PICOTA PICOTA SAN MARTIN 8,786 184,021 33,675 18.3 104,349 0 550 36 4
BUENOS AIRES PICOTA SAN MARTIN 3,164 314,491 30,466 9.7 133,178 0 1,200 63 27
CASPISAPA PICOTA SAN MARTIN 2,197 74,949 8,050 10.7 36,862 0 600 28 2
PILLUANA PICOTA SAN MARTIN 6,550 73,966 5,936 8.0 27,452 0 1,100 72 0
PUCACACA PICOTA SAN MARTIN 1,837 185,202 25,554 13.8 107,061 0 900 53 18
SAN CRISTOBAL PICOTA SAN MARTIN 6,731 28,646 2,155 7.5 18,031 0 550 46 19
SAN HILARION PICOTA SAN MARTIN 2,031 75,100 10,791 14.4 64,685 0 550 43 78
SHAMBOYACU PICOTA SAN MARTIN 1,539 163,509 71,466 43.7 116,174 30,801 1,350 85 30
TINGO DE PONASA PICOTA SAN MARTIN 3,321 198,875 56,947 28.6 86,265 0 1,100 61 16
TRES UNIDOS PICOTA SAN MARTIN 483 237,493 56,453 23.8 62,888 29,518 1,600 53 20
RIOJA RIOJA SAN MARTIN 8,415 193,976 21,007 10.8 120,526 34,082 2,350 32 11
AWAJUN RIOJA SAN MARTIN 5,422 313,913 33,296 10.6 113,764 75,470 3,950 65 19
ELIAS SOPLIN VARGAS RIOJA SAN MARTIN 1,694 185,485 10,546 5.7 56,668 43,495 2,800 50 3
NUEVA CAJAMARCA RIOJA SAN MARTIN 5,089 354,870 19,792 5.6 145,113 77,798 3,400 46 11
PARDO MIGUEL RIOJA SAN MARTIN 2,023 1,378,211 35,268 2.6 138,795 209,260 4,000 66 24
POSIC RIOJA SAN MARTIN 1,455 51,905 6,367 12.3 25,458 0 NA 48 12
SAN FERNANDO RIOJA SAN MARTIN 904 66,718 9,719 14.6 49,450 0 NA 49 30
YORONGOS RIOJA SAN MARTIN 11,519 80,649 7,591 9.4 29,684 0 2,350 51 22
YURACYACU RIOJA SAN MARTIN 2,538 51,858 13,500 26.0 48,470 0 NA 33 2
TARAPOTO SAN MARTIN SAN MARTIN 11,399 65,653 3,410 5.2 141,735 0 1,600 14 2
ALBERTO LEVEAU SAN MARTIN SAN MARTIN 7,420 50,281 6,262 12.5 24,478 0 1,000 66 2
CACATACHI SAN MARTIN SAN MARTIN 7,981 51,350 6,642 12.9 98,860 0 800 18 5
CHAZUTA SAN MARTIN SAN MARTIN 1,668 1,083,815 57,436 5.3 27,946 128,272 1,650 61 19
CHIPURANA SAN MARTIN SAN MARTIN 2,697 315,388 35,647 11.3 13,172 0 400 80 77
EL PORVENIR SAN MARTIN SAN MARTIN 8,536 324,638 85,552 26.4 54,949 0 400 65 32
HUIMBAYOC SAN MARTIN SAN MARTIN 1,631 1,884,859 154,504 8.2 63,467 209,918 1,600 77 44
JUAN GUERRA SAN MARTIN SAN MARTIN 7,997 204,746 13,667 6.7 134,986 0 850 20 4
LA BANDA DE SHILCAYO SAN MARTIN SAN MARTIN 1,862 305,107 13,360 4.4 190,381 0 1,600 22 10
MORALES SAN MARTIN SAN MARTIN 3,844 53,528 4,840 9.0 140,306 0 700 18 9
PAPAPLAYA SAN MARTIN SAN MARTIN 5,011 1,158,718 61,866 5.3 9,491 0 400 68 30
SAN ANTONIO SAN MARTIN SAN MARTIN 2,631 82,987 6,362 7.7 27,418 0 1,400 23 4
SAUCE SAN MARTIN SAN MARTIN 3,033 92,029 10,646 11.6 68,278 0 1,300 53 9
SHAPAJA SAN MARTIN SAN MARTIN 4,280 223,206 26,512 11.9 64,932 0 1,300 39 16
TOCACHE TOCACHE SAN MARTIN 8,705 1,027,411 73,946 7.2 235,393 0 3,600 36 31
NUEVO PROGRESO TOCACHE SAN MARTIN 2,273 770,829 110,279 14.3 172,818 44,508 2,150 57 31
POLVORA TOCACHE SAN MARTIN 2,677 2,544,592 115,230 4.5 248,492 91,121 4,000 65 24
SHUNTE TOCACHE SAN MARTIN 2,929 1,349,091 15,030 1.1 66,056 0 4,350 71 38
UCHIZA TOCACHE SAN MARTIN 4,530 551,984 71,091 12.9 185,630 18,589 4,100 43 40
CALLERIA CORONEL PORTILLO UCAYALI 11,146 14,215,491 473,838 3.3 375,961 520,059 950 39 28
CAMPOVERDE CORONEL PORTILLO UCAYALI 4,266 657,207 236,990 36.1 834,832 0 200 59 28
IPARIA CORONEL PORTILLO UCAYALI 1,612 8,417,680 475,066 5.6 297,919 398,764 2,350 93 78
MASISEA CORONEL PORTILLO UCAYALI 1,305 18,237,017 510,498 2.8 410,636 0 500 92 80
YARINACOCHA CORONEL PORTILLO UCAYALI 4,240 527,975 100,016 18.9 300,535 0 NA 47 40
NUEVA REQUENA CORONEL PORTILLO UCAYALI 5,221 1,535,240 566,486 36.9 694,629 0 450 54 25
MANANTAY CORONEL PORTILLO UCAYALI 864 542,225 91,285 16.8 126,113 0 NA 51 29
RAIMONDI ATALAYA UCAYALI 6,782 17,708,274 616,377 3.5 551,517 172,384 2,150 70 49
SEPAHUA ATALAYA UCAYALI 4,440 9,830,875 203,593 2.1 118,675 97,654 800 64 47
TAHUANIA ATALAYA UCAYALI 4,834 9,303,663 378,971 4.1 580,116 170,328 2,000 83 82
YURUA ATALAYA UCAYALI 23,306 11,821,890 16,455 0.1 39,049 96,623 500 86 95
PADRE ABAD PADRE ABAD UCAYALI 5,015 3,843,002 278,323 7.2 262,023 159,522 2,300 47 32
IRAZOLA PADRE ABAD UCAYALI 6,887 1,069,948 415,397 38.8 554,911 0 450 59 33
CURIMANA PADRE ABAD UCAYALI 1,909 1,238,610 418,808 33.8 324,340 0 400 57 66
NESHUYA PADRE ABAD UCAYALI 2,175 122,691 133,614 108.9 334,426 0 300 61 19
ALEXANDER VON HUMBOLDT PADRE ABAD UCAYALI 459 66,881 47,626 71.2 144,117 0 300 55 14
PURUS PURUS UCAYALI 40,809 24,221,395 26,913 0.1 2,665 1,114,625 600 71 96